Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 99991 |
| Missing cells | 102585 |
| Missing cells (%) | 3.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 97.3 MiB |
| Average record size in memory | 1019.9 B |
Variable types
| Text | 7 |
|---|---|
| Categorical | 6 |
| Numeric | 15 |
Annual_Income is highly overall correlated with Monthly_Inhand_Salary and 2 other fields | High correlation |
Monthly_Inhand_Salary is highly overall correlated with Annual_Income and 2 other fields | High correlation |
Num_Bank_Accounts is highly overall correlated with Interest_Rate and 2 other fields | High correlation |
Interest_Rate is highly overall correlated with Num_Bank_Accounts and 4 other fields | High correlation |
NumofLoan is highly overall correlated with OutstandingDebt | High correlation |
Delay_from_due_date is highly overall correlated with Num_Bank_Accounts and 5 other fields | High correlation |
NumofDelayedPayment is highly overall correlated with Num_Bank_Accounts and 2 other fields | High correlation |
NumCreditInquiries is highly overall correlated with Interest_Rate and 2 other fields | High correlation |
OutstandingDebt is highly overall correlated with Interest_Rate and 5 other fields | High correlation |
Amountinvestedmonthly is highly overall correlated with Annual_Income and 1 other fields | High correlation |
MonthlyBalance is highly overall correlated with Annual_Income and 1 other fields | High correlation |
CreditMix is highly overall correlated with Delay_from_due_date and 2 other fields | High correlation |
Payment_of_Min_Amount is highly overall correlated with CreditMix | High correlation |
Credit_Score is highly overall correlated with OutstandingDebt | High correlation |
Name has 9985 (10.0%) missing values | Missing |
SSN has 5572 (5.6%) missing values | Missing |
Occupation has 7061 (7.1%) missing values | Missing |
Monthly_Inhand_Salary has 15001 (15.0%) missing values | Missing |
Type_of_Loan has 11408 (11.4%) missing values | Missing |
NumofDelayedPayment has 7002 (7.0%) missing values | Missing |
ChangedCreditLimit has 2091 (2.1%) missing values | Missing |
NumCreditInquiries has 1965 (2.0%) missing values | Missing |
CreditMix has 20193 (20.2%) missing values | Missing |
Credit_History_Age has 9029 (9.0%) missing values | Missing |
Amountinvestedmonthly has 4478 (4.5%) missing values | Missing |
Payment_Behaviour has 7600 (7.6%) missing values | Missing |
MonthlyBalance has 1200 (1.2%) missing values | Missing |
Month is uniformly distributed | Uniform |
ID has unique values | Unique |
Num_Bank_Accounts has 4328 (4.3%) zeros | Zeros |
NumofLoan has 10930 (10.9%) zeros | Zeros |
Delay_from_due_date has 1195 (1.2%) zeros | Zeros |
NumofDelayedPayment has 1608 (1.6%) zeros | Zeros |
NumCreditInquiries has 6972 (7.0%) zeros | Zeros |
TotalEMIpermonth has 10613 (10.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-20 14:30:38.155975 |
|---|---|
| Analysis finished | 2023-11-20 14:31:09.590227 |
| Duration | 31.43 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
ID
Text
UNIQUE 
| Distinct | 99991 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.6006541 |
| Min length | 6 |
Characters and Unicode
| Total characters | 660006 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 99991 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 0x1602 |
|---|---|
| 2nd row | 0x1603 |
| 3rd row | 0x1604 |
| 4th row | 0x1605 |
| 5th row | 0x1606 |
| Value | Count | Frequency (%) |
| 0x1602 | 1 | < 0.1% |
| 0x164c | 1 | < 0.1% |
| 0x1606 | 1 | < 0.1% |
| 0x1607 | 1 | < 0.1% |
| 0x1608 | 1 | < 0.1% |
| 0x1609 | 1 | < 0.1% |
| 0x160e | 1 | < 0.1% |
| 0x160f | 1 | < 0.1% |
| 0x1610 | 1 | < 0.1% |
| 0x1611 | 1 | < 0.1% |
| Other values (99981) | 99981 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 124096 | |
| x | 99991 | |
| 1 | 69499 | |
| 2 | 43210 | 6.5% |
| 4 | 26837 | 4.1% |
| 3 | 26834 | 4.1% |
| 5 | 26825 | 4.1% |
| a | 24279 | 3.7% |
| 7 | 24278 | 3.7% |
| b | 24275 | 3.7% |
| Other values (7) | 169882 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 414395 | |
| Lowercase Letter | 245611 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 124096 | |
| 1 | 69499 | |
| 2 | 43210 | 10.4% |
| 4 | 26837 | 6.5% |
| 3 | 26834 | 6.5% |
| 5 | 26825 | 6.5% |
| 7 | 24278 | 5.9% |
| 8 | 24273 | 5.9% |
| 9 | 24273 | 5.9% |
| 6 | 24270 | 5.9% |
Lowercase Letter
| Value | Count | Frequency (%) |
| x | 99991 | |
| a | 24279 | 9.9% |
| b | 24275 | 9.9% |
| d | 24275 | 9.9% |
| e | 24273 | 9.9% |
| c | 24270 | 9.9% |
| f | 24248 | 9.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 414395 | |
| Latin | 245611 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 124096 | |
| 1 | 69499 | |
| 2 | 43210 | 10.4% |
| 4 | 26837 | 6.5% |
| 3 | 26834 | 6.5% |
| 5 | 26825 | 6.5% |
| 7 | 24278 | 5.9% |
| 8 | 24273 | 5.9% |
| 9 | 24273 | 5.9% |
| 6 | 24270 | 5.9% |
Latin
| Value | Count | Frequency (%) |
| x | 99991 | |
| a | 24279 | 9.9% |
| b | 24275 | 9.9% |
| d | 24275 | 9.9% |
| e | 24273 | 9.9% |
| c | 24270 | 9.9% |
| f | 24248 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 660006 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 124096 | |
| x | 99991 | |
| 1 | 69499 | |
| 2 | 43210 | 6.5% |
| 4 | 26837 | 4.1% |
| 3 | 26834 | 4.1% |
| 5 | 26825 | 4.1% |
| a | 24279 | 3.7% |
| 7 | 24278 | 3.7% |
| b | 24275 | 3.7% |
| Other values (7) | 169882 |
Customer_ID
Text
| Distinct | 12500 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.9395146 |
| Min length | 9 |
Characters and Unicode
| Total characters | 993862 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CUS_0xd40 |
|---|---|
| 2nd row | CUS_0xd40 |
| 3rd row | CUS_0xd40 |
| 4th row | CUS_0xd40 |
| 5th row | CUS_0xd40 |
| Value | Count | Frequency (%) |
| cus_0xd40 | 8 | < 0.1% |
| cus_0x4100 | 8 | < 0.1% |
| cus_0x609d | 8 | < 0.1% |
| cus_0x4d43 | 8 | < 0.1% |
| cus_0xa5f9 | 8 | < 0.1% |
| cus_0x5b48 | 8 | < 0.1% |
| cus_0xc0ab | 8 | < 0.1% |
| cus_0x2dbc | 8 | < 0.1% |
| cus_0xb891 | 8 | < 0.1% |
| cus_0x1cdb | 8 | < 0.1% |
| Other values (12490) | 99911 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 118237 | |
| C | 99991 | 10.1% |
| S | 99991 | 10.1% |
| _ | 99991 | 10.1% |
| x | 99991 | 10.1% |
| U | 99991 | 10.1% |
| 4 | 27999 | 2.8% |
| 6 | 27399 | 2.8% |
| 5 | 27196 | 2.7% |
| 3 | 27071 | 2.7% |
| Other values (11) | 266005 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 361174 | |
| Uppercase Letter | 299973 | |
| Lowercase Letter | 232724 | |
| Connector Punctuation | 99991 | 10.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 118237 | |
| 4 | 27999 | 7.8% |
| 6 | 27399 | 7.6% |
| 5 | 27196 | 7.5% |
| 3 | 27071 | 7.5% |
| 8 | 27067 | 7.5% |
| 7 | 26772 | 7.4% |
| 9 | 26733 | 7.4% |
| 2 | 26717 | 7.4% |
| 1 | 25983 | 7.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| x | 99991 | |
| b | 26798 | 11.5% |
| a | 26543 | 11.4% |
| c | 22271 | 9.6% |
| e | 19485 | 8.4% |
| d | 18871 | 8.1% |
| f | 18765 | 8.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 99991 | |
| S | 99991 | |
| U | 99991 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 99991 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 532697 | |
| Common | 461165 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 118237 | |
| _ | 99991 | |
| 4 | 27999 | 6.1% |
| 6 | 27399 | 5.9% |
| 5 | 27196 | 5.9% |
| 3 | 27071 | 5.9% |
| 8 | 27067 | 5.9% |
| 7 | 26772 | 5.8% |
| 9 | 26733 | 5.8% |
| 2 | 26717 | 5.8% |
Latin
| Value | Count | Frequency (%) |
| C | 99991 | |
| S | 99991 | |
| x | 99991 | |
| U | 99991 | |
| b | 26798 | 5.0% |
| a | 26543 | 5.0% |
| c | 22271 | 4.2% |
| e | 19485 | 3.7% |
| d | 18871 | 3.5% |
| f | 18765 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 993862 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 118237 | |
| C | 99991 | 10.1% |
| S | 99991 | 10.1% |
| _ | 99991 | 10.1% |
| x | 99991 | 10.1% |
| U | 99991 | 10.1% |
| 4 | 27999 | 2.8% |
| 6 | 27399 | 2.8% |
| 5 | 27196 | 2.7% |
| 3 | 27071 | 2.7% |
| Other values (11) | 266005 |
Month
Categorical
UNIFORM 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 MiB |
| January | |
|---|---|
| May | |
| June | |
| March | |
| April | |
| Other values (3) |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.2499525 |
| Min length | 3 |
Characters and Unicode
| Total characters | 524948 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | January |
|---|---|
| 2nd row | February |
| 3rd row | March |
| 4th row | April |
| 5th row | May |
Common Values
| Value | Count | Frequency (%) |
| January | 12500 | |
| May | 12500 | |
| June | 12500 | |
| March | 12499 | |
| April | 12499 | |
| August | 12499 | |
| February | 12497 | |
| July | 12497 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| january | 12500 | |
| may | 12500 | |
| june | 12500 | |
| march | 12499 | |
| april | 12499 | |
| august | 12499 | |
| february | 12497 | |
| july | 12497 |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 74992 | |
| a | 62496 | |
| r | 62492 | |
| y | 49994 | |
| J | 37497 | 7.1% |
| n | 25000 | 4.8% |
| M | 24999 | 4.8% |
| A | 24998 | 4.8% |
| e | 24997 | 4.8% |
| l | 24996 | 4.8% |
| Other values (9) | 112487 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 424957 | |
| Uppercase Letter | 99991 | 19.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 74992 | |
| a | 62496 | |
| r | 62492 | |
| y | 49994 | |
| n | 25000 | 5.9% |
| e | 24997 | 5.9% |
| l | 24996 | 5.9% |
| t | 12499 | 2.9% |
| s | 12499 | 2.9% |
| g | 12499 | 2.9% |
| Other values (5) | 62493 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 37497 | |
| M | 24999 | |
| A | 24998 | |
| F | 12497 | 12.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 524948 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| u | 74992 | |
| a | 62496 | |
| r | 62492 | |
| y | 49994 | |
| J | 37497 | 7.1% |
| n | 25000 | 4.8% |
| M | 24999 | 4.8% |
| A | 24998 | 4.8% |
| e | 24997 | 4.8% |
| l | 24996 | 4.8% |
| Other values (9) | 112487 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 524948 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| u | 74992 | |
| a | 62496 | |
| r | 62492 | |
| y | 49994 | |
| J | 37497 | 7.1% |
| n | 25000 | 4.8% |
| M | 24999 | 4.8% |
| A | 24998 | 4.8% |
| e | 24997 | 4.8% |
| l | 24996 | 4.8% |
| Other values (9) | 112487 |
Name
Text
MISSING 
| Distinct | 10139 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 9985 |
| Missing (%) | 10.0% |
| Memory size | 6.8 MiB |
Length
| Max length | 25 |
|---|---|
| Median length | 20 |
| Mean length | 9.7698265 |
| Min length | 2 |
Characters and Unicode
| Total characters | 879343 |
|---|---|
| Distinct characters | 57 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Aaron Maashoh |
|---|---|
| 2nd row | Aaron Maashoh |
| 3rd row | Aaron Maashoh |
| 4th row | Aaron Maashoh |
| 5th row | Aaron Maashoh |
| Value | Count | Frequency (%) |
| david | 640 | 0.5% |
| jonathan | 613 | 0.5% |
| jessica | 505 | 0.4% |
| sarah | 405 | 0.3% |
| karen | 378 | 0.3% |
| nick | 377 | 0.3% |
| caroline | 372 | 0.3% |
| tim | 371 | 0.3% |
| john | 342 | 0.3% |
| tom | 334 | 0.3% |
| Other values (9720) | 121328 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 91804 | 10.4% |
| e | 76032 | 8.6% |
| n | 59299 | 6.7% |
| i | 58581 | 6.7% |
| r | 54508 | 6.2% |
| o | 44666 | 5.1% |
| l | 42110 | 4.8% |
| 35694 | 4.1% | |
| t | 35055 | 4.0% |
| h | 30588 | 3.5% |
| Other values (47) | 351006 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 714687 | |
| Uppercase Letter | 125358 | 14.3% |
| Space Separator | 35694 | 4.1% |
| Other Punctuation | 2147 | 0.2% |
| Dash Punctuation | 1457 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 91804 | |
| e | 76032 | 10.6% |
| n | 59299 | 8.3% |
| i | 58581 | 8.2% |
| r | 54508 | 7.6% |
| o | 44666 | 6.2% |
| l | 42110 | 5.9% |
| t | 35055 | 4.9% |
| h | 30588 | 4.3% |
| s | 30399 | 4.3% |
| Other values (16) | 191645 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 14298 | 11.4% |
| A | 8732 | 7.0% |
| M | 8671 | 6.9% |
| L | 8377 | 6.7% |
| J | 7972 | 6.4% |
| C | 7787 | 6.2% |
| R | 7132 | 5.7% |
| D | 6998 | 5.6% |
| K | 6893 | 5.5% |
| B | 6531 | 5.2% |
| Other values (16) | 41967 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1098 | |
| " | 966 | |
| , | 83 | 3.9% |
Space Separator
| Value | Count | Frequency (%) |
| 35694 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1457 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 840045 | |
| Common | 39298 | 4.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 91804 | 10.9% |
| e | 76032 | 9.1% |
| n | 59299 | 7.1% |
| i | 58581 | 7.0% |
| r | 54508 | 6.5% |
| o | 44666 | 5.3% |
| l | 42110 | 5.0% |
| t | 35055 | 4.2% |
| h | 30588 | 3.6% |
| s | 30399 | 3.6% |
| Other values (42) | 317003 |
Common
| Value | Count | Frequency (%) |
| 35694 | ||
| - | 1457 | 3.7% |
| . | 1098 | 2.8% |
| " | 966 | 2.5% |
| , | 83 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 879343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 91804 | 10.4% |
| e | 76032 | 8.6% |
| n | 59299 | 6.7% |
| i | 58581 | 6.7% |
| r | 54508 | 6.2% |
| o | 44666 | 5.1% |
| l | 42110 | 4.8% |
| 35694 | 4.1% | |
| t | 35055 | 4.0% |
| h | 30588 | 3.5% |
| Other values (47) | 351006 |
Age
Text
| Distinct | 1788 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.4 MiB |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.1028993 |
| Min length | 2 |
Characters and Unicode
| Total characters | 210271 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1523 ? |
|---|---|
| Unique (%) | 1.5% |
Sample
| 1st row | 23 |
|---|---|
| 2nd row | 23 |
| 3rd row | -500 |
| 4th row | 23 |
| 5th row | 23 |
| Value | Count | Frequency (%) |
| 38 | 2994 | 3.0% |
| 28 | 2968 | 3.0% |
| 31 | 2954 | 3.0% |
| 26 | 2945 | 2.9% |
| 32 | 2884 | 2.9% |
| 36 | 2868 | 2.9% |
| 35 | 2866 | 2.9% |
| 25 | 2861 | 2.9% |
| 27 | 2859 | 2.9% |
| 39 | 2846 | 2.8% |
| Other values (1718) | 70946 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 38381 | |
| 3 | 38347 | |
| 4 | 33427 | |
| 1 | 21430 | |
| 5 | 21312 | |
| 0 | 11669 | 5.5% |
| 8 | 10410 | 5.0% |
| 9 | 10318 | 4.9% |
| 6 | 10069 | 4.8% |
| 7 | 9084 | 4.3% |
| Other values (2) | 5824 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 204447 | |
| Connector Punctuation | 4938 | 2.3% |
| Dash Punctuation | 886 | 0.4% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 38381 | |
| 3 | 38347 | |
| 4 | 33427 | |
| 1 | 21430 | |
| 5 | 21312 | |
| 0 | 11669 | 5.7% |
| 8 | 10410 | 5.1% |
| 9 | 10318 | 5.0% |
| 6 | 10069 | 4.9% |
| 7 | 9084 | 4.4% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 4938 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 886 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 210271 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 38381 | |
| 3 | 38347 | |
| 4 | 33427 | |
| 1 | 21430 | |
| 5 | 21312 | |
| 0 | 11669 | 5.5% |
| 8 | 10410 | 5.0% |
| 9 | 10318 | 4.9% |
| 6 | 10069 | 4.8% |
| 7 | 9084 | 4.3% |
| Other values (2) | 5824 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 210271 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 38381 | |
| 3 | 38347 | |
| 4 | 33427 | |
| 1 | 21430 | |
| 5 | 21312 | |
| 0 | 11669 | 5.5% |
| 8 | 10410 | 5.0% |
| 9 | 10318 | 4.9% |
| 6 | 10069 | 4.8% |
| 7 | 9084 | 4.3% |
| Other values (2) | 5824 | 2.8% |
SSN
Text
MISSING 
| Distinct | 12500 |
|---|---|
| Distinct (%) | 13.2% |
| Missing | 5572 |
| Missing (%) | 5.6% |
| Memory size | 7.1 MiB |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 11 |
| Min length | 11 |
Characters and Unicode
| Total characters | 1038609 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 821-00-0265 |
|---|---|
| 2nd row | 821-00-0265 |
| 3rd row | 821-00-0265 |
| 4th row | 821-00-0265 |
| 5th row | 821-00-0265 |
| Value | Count | Frequency (%) |
| 078-73-5990 | 8 | < 0.1% |
| 457-44-5854 | 8 | < 0.1% |
| 063-08-8008 | 8 | < 0.1% |
| 902-94-4726 | 8 | < 0.1% |
| 596-27-5459 | 8 | < 0.1% |
| 782-43-1037 | 8 | < 0.1% |
| 799-70-1935 | 8 | < 0.1% |
| 329-28-6277 | 8 | < 0.1% |
| 718-37-2610 | 8 | < 0.1% |
| 201-91-3081 | 8 | < 0.1% |
| Other values (12490) | 94339 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 188838 | |
| 1 | 86546 | |
| 8 | 86026 | |
| 4 | 85907 | |
| 2 | 85175 | |
| 7 | 85109 | |
| 0 | 84788 | |
| 9 | 84675 | |
| 5 | 84648 | |
| 3 | 83576 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 849771 | |
| Dash Punctuation | 188838 | 18.2% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 86546 | |
| 8 | 86026 | |
| 4 | 85907 | |
| 2 | 85175 | |
| 7 | 85109 | |
| 0 | 84788 | |
| 9 | 84675 | |
| 5 | 84648 | |
| 3 | 83576 | |
| 6 | 83321 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 188838 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1038609 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| - | 188838 | |
| 1 | 86546 | |
| 8 | 86026 | |
| 4 | 85907 | |
| 2 | 85175 | |
| 7 | 85109 | |
| 0 | 84788 | |
| 9 | 84675 | |
| 5 | 84648 | |
| 3 | 83576 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1038609 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 188838 | |
| 1 | 86546 | |
| 8 | 86026 | |
| 4 | 85907 | |
| 2 | 85175 | |
| 7 | 85109 | |
| 0 | 84788 | |
| 9 | 84675 | |
| 5 | 84648 | |
| 3 | 83576 |
Occupation
Categorical
MISSING 
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 7061 |
| Missing (%) | 7.1% |
| Memory size | 6.8 MiB |
| Lawyer | |
|---|---|
| Architect | |
| Engineer | |
| Scientist | |
| Mechanic | |
| Other values (10) |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 8.5399333 |
| Min length | 6 |
Characters and Unicode
| Total characters | 793616 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Scientist |
|---|---|
| 2nd row | Scientist |
| 3rd row | Scientist |
| 4th row | Scientist |
| 5th row | Scientist |
Common Values
| Value | Count | Frequency (%) |
| Lawyer | 6574 | 6.6% |
| Architect | 6355 | 6.4% |
| Engineer | 6349 | 6.3% |
| Scientist | 6299 | 6.3% |
| Mechanic | 6290 | 6.3% |
| Accountant | 6271 | 6.3% |
| Developer | 6234 | 6.2% |
| Media_Manager | 6232 | 6.2% |
| Teacher | 6215 | 6.2% |
| Entrepreneur | 6174 | 6.2% |
| Other values (5) | 29937 | |
| (Missing) | 7061 | 7.1% |
Length
| Value | Count | Frequency (%) |
| lawyer | 6574 | 7.1% |
| architect | 6355 | 6.8% |
| engineer | 6349 | 6.8% |
| scientist | 6299 | 6.8% |
| mechanic | 6290 | 6.8% |
| accountant | 6271 | 6.7% |
| developer | 6234 | 6.7% |
| media_manager | 6232 | 6.7% |
| teacher | 6215 | 6.7% |
| entrepreneur | 6174 | 6.6% |
| Other values (5) | 29937 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 112192 | |
| r | 86392 | |
| n | 74376 | |
| a | 67986 | 8.6% |
| c | 62342 | 7.9% |
| t | 62077 | 7.8% |
| i | 61614 | 7.8% |
| o | 30758 | 3.9% |
| M | 30638 | 3.9% |
| u | 24439 | 3.1% |
| Other values (18) | 180802 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 688222 | |
| Uppercase Letter | 99162 | 12.5% |
| Connector Punctuation | 6232 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 112192 | |
| r | 86392 | |
| n | 74376 | |
| a | 67986 | |
| c | 62342 | |
| t | 62077 | |
| i | 61614 | |
| o | 30758 | 4.5% |
| u | 24439 | 3.6% |
| h | 18860 | 2.7% |
| Other values (8) | 87186 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 30638 | |
| A | 12626 | |
| E | 12523 | |
| D | 12319 | |
| L | 6574 | 6.6% |
| S | 6299 | 6.4% |
| T | 6215 | 6.3% |
| J | 6083 | 6.1% |
| W | 5885 | 5.9% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 6232 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 787384 | |
| Common | 6232 | 0.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 112192 | |
| r | 86392 | |
| n | 74376 | |
| a | 67986 | 8.6% |
| c | 62342 | 7.9% |
| t | 62077 | 7.9% |
| i | 61614 | 7.8% |
| o | 30758 | 3.9% |
| M | 30638 | 3.9% |
| u | 24439 | 3.1% |
| Other values (17) | 174570 |
Common
| Value | Count | Frequency (%) |
| _ | 6232 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 793616 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 112192 | |
| r | 86392 | |
| n | 74376 | |
| a | 67986 | 8.6% |
| c | 62342 | 7.9% |
| t | 62077 | 7.8% |
| i | 61614 | 7.8% |
| o | 30758 | 3.9% |
| M | 30638 | 3.9% |
| u | 24439 | 3.1% |
| Other values (18) | 180802 |
Annual_Income
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 13487 |
|---|---|
| Distinct (%) | 13.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 176426.79 |
| Minimum | 7005.93 |
|---|---|
| Maximum | 24198062 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 7005.93 |
|---|---|
| 5-th percentile | 9743.51 |
| Q1 | 19456.495 |
| median | 37578.61 |
| Q3 | 72790.92 |
| 95-th percentile | 134533.32 |
| Maximum | 24198062 |
| Range | 24191056 |
| Interquartile range (IQR) | 53334.425 |
Descriptive statistics
| Standard deviation | 1429681.9 |
|---|---|
| Coefficient of variation (CV) | 8.1035419 |
| Kurtosis | 164.37363 |
| Mean | 176426.79 |
| Median Absolute Deviation (MAD) | 21450.215 |
| Skewness | 12.5116 |
| Sum | 1.7641091 × 1010 |
| Variance | 2.0439903 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9141.63 | 16 | < 0.1% |
| 22434.16 | 16 | < 0.1% |
| 17273.83 | 16 | < 0.1% |
| 109945.32 | 16 | < 0.1% |
| 32543.38 | 16 | < 0.1% |
| 17816.75 | 16 | < 0.1% |
| 20867.67 | 16 | < 0.1% |
| 36585.12 | 16 | < 0.1% |
| 40341.16 | 16 | < 0.1% |
| 95596.35 | 15 | < 0.1% |
| Other values (13477) | 99832 |
| Value | Count | Frequency (%) |
| 7005.93 | 8 | |
| 7006.035 | 8 | |
| 7006.52 | 8 | |
| 7011.685 | 8 | |
| 7012.31 | 8 | |
| 7019.435 | 8 | |
| 7020.545 | 8 | |
| 7021.91 | 8 | |
| 7023.16 | 8 | |
| 7039.745 | 8 |
| Value | Count | Frequency (%) |
| 24198062 | 1 | |
| 24188807 | 1 | |
| 24177153 | 1 | |
| 24160009 | 1 | |
| 24105369 | 1 | |
| 24105151 | 1 | |
| 24096975 | 1 | |
| 24065688 | 1 | |
| 24008957 | 1 | |
| 23942655 | 1 |
Monthly_Inhand_Salary
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 13235 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 15001 |
| Missing (%) | 15.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4194.1502 |
| Minimum | 303.64542 |
|---|---|
| Maximum | 15204.633 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 303.64542 |
|---|---|
| 5-th percentile | 836.12583 |
| Q1 | 1625.5583 |
| median | 3093.745 |
| Q3 | 5957.4483 |
| 95-th percentile | 10829.284 |
| Maximum | 15204.633 |
| Range | 14900.988 |
| Interquartile range (IQR) | 4331.89 |
Descriptive statistics
| Standard deviation | 3183.6987 |
|---|---|
| Coefficient of variation (CV) | 0.75908076 |
| Kurtosis | 0.61318177 |
| Mean | 4194.1502 |
| Median Absolute Deviation (MAD) | 1754.0842 |
| Skewness | 1.1272859 |
| Sum | 3.5646083 × 108 |
| Variance | 10135938 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6769.13 | 15 | < 0.1% |
| 6082.1875 | 15 | < 0.1% |
| 2295.058333 | 15 | < 0.1% |
| 6358.956667 | 15 | < 0.1% |
| 3080.555 | 14 | < 0.1% |
| 6639.56 | 13 | < 0.1% |
| 5766.491667 | 13 | < 0.1% |
| 4387.2725 | 13 | < 0.1% |
| 536.43125 | 12 | < 0.1% |
| 1315.560833 | 11 | < 0.1% |
| Other values (13225) | 84854 | |
| (Missing) | 15001 | 15.0% |
| Value | Count | Frequency (%) |
| 303.6454167 | 8 | |
| 319.55625 | 7 | |
| 332.1283333 | 7 | |
| 332.43125 | 6 | |
| 333.5966667 | 6 | |
| 355.2083333 | 8 | |
| 357.2558333 | 7 | |
| 358.0583333 | 6 | |
| 361.6033333 | 6 | |
| 368.3741667 | 7 |
| Value | Count | Frequency (%) |
| 15204.63333 | 7 | |
| 15167.18 | 8 | |
| 15136.69667 | 7 | |
| 15115.19 | 7 | |
| 15101.94 | 8 | |
| 15091.08667 | 5 | |
| 15090.07667 | 7 | |
| 15066.78333 | 7 | |
| 15038.31667 | 5 | |
| 14978.33667 | 7 |
Num_Bank_Accounts
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 943 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.092458 |
| Minimum | -1 |
|---|---|
| Maximum | 1798 |
| Zeros | 4328 |
| Zeros (%) | 4.3% |
| Negative | 21 |
| Negative (%) | < 0.1% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 1798 |
| Range | 1799 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 117.41005 |
|---|---|
| Coefficient of variation (CV) | 6.8691143 |
| Kurtosis | 132.49766 |
| Mean | 17.092458 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 11.201968 |
| Sum | 1709092 |
| Variance | 13785.12 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 13001 | |
| 7 | 12823 | |
| 8 | 12765 | |
| 4 | 12184 | |
| 5 | 12117 | |
| 3 | 11946 | |
| 9 | 5443 | |
| 10 | 5246 | |
| 1 | 4489 | 4.5% |
| 0 | 4328 | 4.3% |
| Other values (933) | 5649 |
| Value | Count | Frequency (%) |
| -1 | 21 | < 0.1% |
| 0 | 4328 | 4.3% |
| 1 | 4489 | 4.5% |
| 2 | 4304 | 4.3% |
| 3 | 11946 | |
| 4 | 12184 | |
| 5 | 12117 | |
| 6 | 13001 | |
| 7 | 12823 | |
| 8 | 12765 |
| Value | Count | Frequency (%) |
| 1798 | 2 | |
| 1794 | 2 | |
| 1793 | 1 | |
| 1789 | 2 | |
| 1786 | 1 | |
| 1784 | 2 | |
| 1783 | 1 | |
| 1782 | 1 | |
| 1779 | 2 | |
| 1778 | 1 |
Num_Credit_Card
Real number (ℝ)
| Distinct | 1179 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.475983 |
| Minimum | 0 |
|---|---|
| Maximum | 1499 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 1499 |
| Range | 1499 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 129.06311 |
|---|---|
| Coefficient of variation (CV) | 5.7422678 |
| Kurtosis | 74.537319 |
| Mean | 22.475983 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 8.4576208 |
| Sum | 2247396 |
| Variance | 16657.287 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 18458 | |
| 7 | 16614 | |
| 6 | 16558 | |
| 4 | 14026 | |
| 3 | 13276 | |
| 8 | 4956 | 5.0% |
| 10 | 4859 | 4.9% |
| 9 | 4643 | 4.6% |
| 2 | 2149 | 2.1% |
| 1 | 2132 | 2.1% |
| Other values (1169) | 2320 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 13 | < 0.1% |
| 1 | 2132 | 2.1% |
| 2 | 2149 | 2.1% |
| 3 | 13276 | |
| 4 | 14026 | |
| 5 | 18458 | |
| 6 | 16558 | |
| 7 | 16614 | |
| 8 | 4956 | 5.0% |
| 9 | 4643 | 4.6% |
| Value | Count | Frequency (%) |
| 1499 | 2 | |
| 1498 | 3 | |
| 1497 | 3 | |
| 1496 | 2 | |
| 1495 | 1 | < 0.1% |
| 1494 | 1 | < 0.1% |
| 1493 | 2 | |
| 1492 | 2 | |
| 1490 | 2 | |
| 1489 | 1 | < 0.1% |
Interest_Rate
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1750 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.471562 |
| Minimum | 1 |
|---|---|
| Maximum | 5797 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 13 |
| Q3 | 20 |
| 95-th percentile | 33 |
| Maximum | 5797 |
| Range | 5796 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 466.44324 |
|---|---|
| Coefficient of variation (CV) | 6.4362245 |
| Kurtosis | 85.17439 |
| Mean | 72.471562 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 9.0055958 |
| Sum | 7246504 |
| Variance | 217569.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 5011 | 5.0% |
| 5 | 4979 | 5.0% |
| 6 | 4719 | 4.7% |
| 10 | 4540 | 4.5% |
| 12 | 4538 | 4.5% |
| 7 | 4494 | 4.5% |
| 9 | 4493 | 4.5% |
| 11 | 4428 | 4.4% |
| 18 | 4102 | 4.1% |
| 15 | 3992 | 4.0% |
| Other values (1740) | 54695 |
| Value | Count | Frequency (%) |
| 1 | 2683 | |
| 2 | 2465 | |
| 3 | 2764 | |
| 4 | 2589 | |
| 5 | 4979 | |
| 6 | 4719 | |
| 7 | 4494 | |
| 8 | 5011 | |
| 9 | 4493 | |
| 10 | 4540 |
| Value | Count | Frequency (%) |
| 5797 | 1 | |
| 5789 | 1 | |
| 5788 | 1 | |
| 5776 | 1 | |
| 5775 | 1 | |
| 5774 | 1 | |
| 5773 | 1 | |
| 5771 | 1 | |
| 5770 | 1 | |
| 5763 | 1 |
NumofLoan
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 414 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0099409 |
| Minimum | -100 |
|---|---|
| Maximum | 1496 |
| Zeros | 10930 |
| Zeros (%) | 10.9% |
| Negative | 3876 |
| Negative (%) | 3.9% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 1496 |
| Range | 1596 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 62.650694 |
|---|---|
| Coefficient of variation (CV) | 20.814593 |
| Kurtosis | 308.19121 |
| Mean | 3.0099409 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 15.979335 |
| Sum | 300967 |
| Variance | 3925.1094 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 15103 | |
| 2 | 15028 | |
| 4 | 14743 | |
| 0 | 10930 | |
| 1 | 10604 | |
| 6 | 7803 | |
| 7 | 7343 | |
| 5 | 7197 | |
| -100 | 3876 | 3.9% |
| 9 | 3701 | 3.7% |
| Other values (404) | 3663 | 3.7% |
| Value | Count | Frequency (%) |
| -100 | 3876 | 3.9% |
| 0 | 10930 | |
| 1 | 10604 | |
| 2 | 15028 | |
| 3 | 15103 | |
| 4 | 14743 | |
| 5 | 7197 | |
| 6 | 7803 | |
| 7 | 7343 | |
| 8 | 3191 | 3.2% |
| Value | Count | Frequency (%) |
| 1496 | 1 | < 0.1% |
| 1495 | 1 | < 0.1% |
| 1485 | 1 | < 0.1% |
| 1484 | 1 | < 0.1% |
| 1482 | 1 | < 0.1% |
| 1480 | 3 | |
| 1478 | 1 | < 0.1% |
| 1474 | 1 | < 0.1% |
| 1470 | 1 | < 0.1% |
| 1465 | 1 | < 0.1% |
Type_of_Loan
Text
MISSING 
| Distinct | 6260 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 11408 |
| Missing (%) | 11.4% |
| Memory size | 11.6 MiB |
Length
| Max length | 182 |
|---|---|
| Median length | 142 |
| Mean length | 66.685064 |
| Min length | 9 |
Characters and Unicode
| Total characters | 5907163 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan |
|---|---|
| 2nd row | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan |
| 3rd row | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan |
| 4th row | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan |
| 5th row | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan |
| Value | Count | Frequency (%) |
| loan | 313645 | |
| and | 77457 | 9.0% |
| payday | 40566 | 4.7% |
| credit-builder | 40437 | 4.7% |
| not | 39614 | 4.6% |
| specified | 39614 | 4.6% |
| home | 39098 | 4.5% |
| equity | 39098 | 4.5% |
| student | 38962 | 4.5% |
| mortgage | 38931 | 4.5% |
| Other values (4) | 154426 |
Most occurring characters
| Value | Count | Frequency (%) |
| 773265 | ||
| o | 624489 | |
| a | 588827 | 10.0% |
| n | 546501 | 9.3% |
| e | 354755 | 6.0% |
| t | 351543 | 6.0% |
| d | 316248 | 5.4% |
| L | 313645 | 5.3% |
| i | 276750 | 4.7% |
| , | 264676 | 4.5% |
| Other values (23) | 1496464 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4003957 | |
| Uppercase Letter | 824828 | 14.0% |
| Space Separator | 773265 | 13.1% |
| Other Punctuation | 264676 | 4.5% |
| Dash Punctuation | 40437 | 0.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 624489 | |
| a | 588827 | |
| n | 546501 | |
| e | 354755 | |
| t | 351543 | |
| d | 316248 | |
| i | 276750 | |
| r | 158692 | 4.0% |
| u | 156486 | 3.9% |
| y | 120230 | 3.0% |
| Other values (9) | 509436 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 313645 | |
| P | 79453 | 9.6% |
| C | 79212 | 9.6% |
| S | 78576 | 9.5% |
| B | 40437 | 4.9% |
| N | 39614 | 4.8% |
| H | 39098 | 4.7% |
| E | 39098 | 4.7% |
| M | 38931 | 4.7% |
| D | 38775 | 4.7% |
Space Separator
| Value | Count | Frequency (%) |
| 773265 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 264676 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 40437 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4828785 | |
| Common | 1078378 | 18.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 624489 | |
| a | 588827 | |
| n | 546501 | |
| e | 354755 | 7.3% |
| t | 351543 | 7.3% |
| d | 316248 | 6.5% |
| L | 313645 | 6.5% |
| i | 276750 | 5.7% |
| r | 158692 | 3.3% |
| u | 156486 | 3.2% |
| Other values (20) | 1140849 |
Common
| Value | Count | Frequency (%) |
| 773265 | ||
| , | 264676 | 24.5% |
| - | 40437 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5907163 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 773265 | ||
| o | 624489 | |
| a | 588827 | 10.0% |
| n | 546501 | 9.3% |
| e | 354755 | 6.0% |
| t | 351543 | 6.0% |
| d | 316248 | 5.4% |
| L | 313645 | 5.3% |
| i | 276750 | 4.7% |
| , | 264676 | 4.5% |
| Other values (23) | 1496464 |
Delay_from_due_date
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.069406 |
| Minimum | -5 |
|---|---|
| Maximum | 67 |
| Zeros | 1195 |
| Zeros (%) | 1.2% |
| Negative | 591 |
| Negative (%) | 0.6% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | -5 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 10 |
| median | 18 |
| Q3 | 28 |
| 95-th percentile | 54 |
| Maximum | 67 |
| Range | 72 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 14.860516 |
|---|---|
| Coefficient of variation (CV) | 0.7053125 |
| Kurtosis | 0.34803405 |
| Mean | 21.069406 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.96630415 |
| Sum | 2106751 |
| Variance | 220.83493 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 3595 | 3.6% |
| 13 | 3424 | 3.4% |
| 8 | 3324 | 3.3% |
| 14 | 3312 | 3.3% |
| 10 | 3278 | 3.3% |
| 7 | 3234 | 3.2% |
| 9 | 3233 | 3.2% |
| 11 | 3182 | 3.2% |
| 12 | 3141 | 3.1% |
| 6 | 3137 | 3.1% |
| Other values (63) | 67131 |
| Value | Count | Frequency (%) |
| -5 | 33 | < 0.1% |
| -4 | 62 | 0.1% |
| -3 | 118 | 0.1% |
| -2 | 168 | 0.2% |
| -1 | 210 | 0.2% |
| 0 | 1195 | |
| 1 | 1326 | |
| 2 | 1342 | |
| 3 | 1686 | |
| 4 | 1721 |
| Value | Count | Frequency (%) |
| 67 | 22 | < 0.1% |
| 66 | 32 | < 0.1% |
| 65 | 56 | 0.1% |
| 64 | 64 | 0.1% |
| 63 | 69 | 0.1% |
| 62 | 545 | |
| 61 | 514 | |
| 60 | 533 | |
| 59 | 507 | |
| 58 | 553 |
NumofDelayedPayment
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 711 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 7002 |
| Missing (%) | 7.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.9254 |
| Minimum | -3 |
|---|---|
| Maximum | 4397 |
| Zeros | 1608 |
| Zeros (%) | 1.6% |
| Negative | 644 |
| Negative (%) | 0.6% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | -3 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 9 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 24 |
| Maximum | 4397 |
| Range | 4400 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 226.04272 |
|---|---|
| Coefficient of variation (CV) | 7.3092902 |
| Kurtosis | 217.16054 |
| Mean | 30.9254 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 14.312437 |
| Sum | 2875722 |
| Variance | 51095.312 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19 | 5481 | 5.5% |
| 17 | 5411 | 5.4% |
| 16 | 5312 | 5.3% |
| 10 | 5308 | 5.3% |
| 15 | 5237 | 5.2% |
| 18 | 5216 | 5.2% |
| 20 | 5089 | 5.1% |
| 12 | 5059 | 5.1% |
| 9 | 4981 | 5.0% |
| 8 | 4873 | 4.9% |
| Other values (701) | 41022 | |
| (Missing) | 7002 | 7.0% |
| Value | Count | Frequency (%) |
| -3 | 94 | 0.1% |
| -2 | 234 | 0.2% |
| -1 | 316 | 0.3% |
| 0 | 1608 | |
| 1 | 1636 | |
| 2 | 1810 | |
| 3 | 1930 | |
| 4 | 1837 | |
| 5 | 2090 | |
| 6 | 2321 |
| Value | Count | Frequency (%) |
| 4397 | 1 | |
| 4388 | 1 | |
| 4384 | 1 | |
| 4360 | 1 | |
| 4344 | 1 | |
| 4340 | 1 | |
| 4337 | 1 | |
| 4326 | 1 | |
| 4324 | 1 | |
| 4319 | 1 |
ChangedCreditLimit
Real number (ℝ)
MISSING 
| Distinct | 3634 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 2091 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.388885 |
| Minimum | -6.49 |
|---|---|
| Maximum | 36.97 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 1586 |
| Negative (%) | 1.6% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | -6.49 |
|---|---|
| 5-th percentile | 1.16 |
| Q1 | 5.32 |
| median | 9.4 |
| Q3 | 14.87 |
| 95-th percentile | 23.6 |
| Maximum | 36.97 |
| Range | 43.46 |
| Interquartile range (IQR) | 9.55 |
Descriptive statistics
| Standard deviation | 6.7895288 |
|---|---|
| Coefficient of variation (CV) | 0.65353778 |
| Kurtosis | 0.10161209 |
| Mean | 10.388885 |
| Median Absolute Deviation (MAD) | 4.57 |
| Skewness | 0.63885457 |
| Sum | 1017071.8 |
| Variance | 46.097701 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.22 | 135 | 0.1% |
| 11.5 | 127 | 0.1% |
| 11.32 | 126 | 0.1% |
| 7.35 | 121 | 0.1% |
| 10.06 | 121 | 0.1% |
| 7.69 | 116 | 0.1% |
| 8.23 | 115 | 0.1% |
| 11.49 | 113 | 0.1% |
| 9.25 | 110 | 0.1% |
| 7.33 | 110 | 0.1% |
| Other values (3624) | 96706 | |
| (Missing) | 2091 | 2.1% |
| Value | Count | Frequency (%) |
| -6.49 | 1 | |
| -6.48 | 1 | |
| -6.45 | 1 | |
| -6.44 | 2 | |
| -6.43 | 2 | |
| -6.39 | 1 | |
| -6.37 | 1 | |
| -6.35 | 2 | |
| -6.33 | 1 | |
| -6.32 | 2 |
| Value | Count | Frequency (%) |
| 36.97 | 1 | |
| 36.49 | 1 | |
| 36.29 | 1 | |
| 36.09 | 1 | |
| 35.98 | 1 | |
| 35.89 | 1 | |
| 35.84 | 1 | |
| 35.83 | 1 | |
| 35.82 | 1 | |
| 35.69 | 1 |
NumCreditInquiries
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 1223 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 1965 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.756187 |
| Minimum | 0 |
|---|---|
| Maximum | 2597 |
| Zeros | 6972 |
| Zeros (%) | 7.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 13 |
| Maximum | 2597 |
| Range | 2597 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 193.1861 |
|---|---|
| Coefficient of variation (CV) | 6.9601094 |
| Kurtosis | 100.58758 |
| Mean | 27.756187 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 9.7857829 |
| Sum | 2720828 |
| Variance | 37320.869 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 11270 | |
| 3 | 8888 | |
| 6 | 8111 | |
| 7 | 8056 | 8.1% |
| 2 | 8028 | 8.0% |
| 8 | 7865 | 7.9% |
| 1 | 7588 | 7.6% |
| 0 | 6972 | 7.0% |
| 5 | 5693 | 5.7% |
| 9 | 5281 | 5.3% |
| Other values (1213) | 20274 |
| Value | Count | Frequency (%) |
| 0 | 6972 | |
| 1 | 7588 | |
| 2 | 8028 | |
| 3 | 8888 | |
| 4 | 11270 | |
| 5 | 5693 | |
| 6 | 8111 | |
| 7 | 8056 | |
| 8 | 7865 | |
| 9 | 5281 |
| Value | Count | Frequency (%) |
| 2597 | 1 | |
| 2594 | 1 | |
| 2592 | 2 | |
| 2589 | 2 | |
| 2588 | 1 | |
| 2587 | 1 | |
| 2586 | 1 | |
| 2583 | 1 | |
| 2580 | 1 | |
| 2573 | 1 |
CreditMix
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20193 |
| Missing (%) | 20.2% |
| Memory size | 6.1 MiB |
| Standard | |
|---|---|
| Good | |
| Bad |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.5904659 |
| Min length | 3 |
Characters and Unicode
| Total characters | 446108 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Good |
|---|---|
| 2nd row | Good |
| 3rd row | Good |
| 4th row | Good |
| 5th row | Good |
Common Values
| Value | Count | Frequency (%) |
| Standard | 36476 | |
| Good | 24334 | |
| Bad | 18988 | |
| (Missing) | 20193 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| standard | 36476 | |
| good | 24334 | |
| bad | 18988 |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 116274 | |
| a | 91940 | |
| o | 48668 | |
| S | 36476 | 8.2% |
| t | 36476 | 8.2% |
| n | 36476 | 8.2% |
| r | 36476 | 8.2% |
| G | 24334 | 5.5% |
| B | 18988 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 366310 | |
| Uppercase Letter | 79798 | 17.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 116274 | |
| a | 91940 | |
| o | 48668 | |
| t | 36476 | 10.0% |
| n | 36476 | 10.0% |
| r | 36476 | 10.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 36476 | |
| G | 24334 | |
| B | 18988 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 446108 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| d | 116274 | |
| a | 91940 | |
| o | 48668 | |
| S | 36476 | 8.2% |
| t | 36476 | 8.2% |
| n | 36476 | 8.2% |
| r | 36476 | 8.2% |
| G | 24334 | 5.5% |
| B | 18988 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 446108 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| d | 116274 | |
| a | 91940 | |
| o | 48668 | |
| S | 36476 | 8.2% |
| t | 36476 | 8.2% |
| n | 36476 | 8.2% |
| r | 36476 | 8.2% |
| G | 24334 | 5.5% |
| B | 18988 | 4.3% |
OutstandingDebt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 12203 |
|---|---|
| Distinct (%) | 12.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1426.2354 |
| Minimum | 0.23 |
|---|---|
| Maximum | 4998.07 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0.23 |
|---|---|
| 5-th percentile | 118.58 |
| Q1 | 566.05 |
| median | 1166.23 |
| Q3 | 1946.245 |
| 95-th percentile | 4074.215 |
| Maximum | 4998.07 |
| Range | 4997.84 |
| Interquartile range (IQR) | 1380.195 |
Descriptive statistics
| Standard deviation | 1155.1399 |
|---|---|
| Coefficient of variation (CV) | 0.80992239 |
| Kurtosis | 0.90496883 |
| Mean | 1426.2354 |
| Median Absolute Deviation (MAD) | 641.7 |
| Skewness | 1.2075183 |
| Sum | 1.426107 × 108 |
| Variance | 1334348.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1360.45 | 24 | < 0.1% |
| 460.46 | 24 | < 0.1% |
| 1151.7 | 24 | < 0.1% |
| 1109.03 | 24 | < 0.1% |
| 1448.3 | 16 | < 0.1% |
| 82.6 | 16 | < 0.1% |
| 1259.92 | 16 | < 0.1% |
| 1854.48 | 16 | < 0.1% |
| 1266.31 | 16 | < 0.1% |
| 1194.38 | 16 | < 0.1% |
| Other values (12193) | 99799 |
| Value | Count | Frequency (%) |
| 0.23 | 8 | |
| 0.34 | 8 | |
| 0.54 | 8 | |
| 0.56 | 8 | |
| 0.77 | 8 | |
| 0.95 | 16 | |
| 1.2 | 8 | |
| 1.23 | 8 | |
| 1.3 | 8 | |
| 1.33 | 8 |
| Value | Count | Frequency (%) |
| 4998.07 | 8 | |
| 4997.1 | 8 | |
| 4997.05 | 8 | |
| 4992.25 | 8 | |
| 4990.91 | 8 | |
| 4987.19 | 8 | |
| 4986.03 | 8 | |
| 4984.82 | 8 | |
| 4983.86 | 8 | |
| 4982.57 | 8 |
CreditUtilizationRatio
Real number (ℝ)
| Distinct | 99989 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.284965 |
| Minimum | 20 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 24.230737 |
| Q1 | 28.052262 |
| median | 32.305614 |
| Q3 | 36.496341 |
| 95-th percentile | 40.220058 |
| Maximum | 50 |
| Range | 30 |
| Interquartile range (IQR) | 8.4440783 |
Descriptive statistics
| Standard deviation | 5.1168862 |
|---|---|
| Coefficient of variation (CV) | 0.1584913 |
| Kurtosis | -0.94399138 |
| Mean | 32.284965 |
| Median Absolute Deviation (MAD) | 4.2215029 |
| Skewness | 0.02865359 |
| Sum | 3228206 |
| Variance | 26.182524 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.16302264 | 2 | < 0.1% |
| 26.40790927 | 2 | < 0.1% |
| 27.62620155 | 1 | < 0.1% |
| 25.47884058 | 1 | < 0.1% |
| 33.93375464 | 1 | < 0.1% |
| 30.38103661 | 1 | < 0.1% |
| 34.87879316 | 1 | < 0.1% |
| 36.52614261 | 1 | < 0.1% |
| 33.10942 | 1 | < 0.1% |
| 37.08962388 | 1 | < 0.1% |
| Other values (99979) | 99979 |
| Value | Count | Frequency (%) |
| 20 | 1 | |
| 20.10076996 | 1 | |
| 20.1729419 | 1 | |
| 20.24413035 | 1 | |
| 20.25707336 | 1 | |
| 20.71974515 | 1 | |
| 20.8309456 | 1 | |
| 20.83248709 | 1 | |
| 20.88008193 | 1 | |
| 20.88125004 | 1 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 49.56451935 | 1 | |
| 49.5223243 | 1 | |
| 49.25498298 | 1 | |
| 49.06427745 | 1 | |
| 48.48985173 | 1 | |
| 48.33729091 | 1 | |
| 48.24700252 | 1 | |
| 48.19982398 | 1 | |
| 48.1917489 | 1 |
MISSING 
| Distinct | 404 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 9029 |
| Missing (%) | 9.0% |
| Memory size | 7.8 MiB |
Length
| Max length | 22 |
|---|---|
| Median length | 21 |
| Mean length | 20.986709 |
| Min length | 20 |
Characters and Unicode
| Total characters | 1908993 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 22 Years and 1 Months |
|---|---|
| 2nd row | 22 Years and 3 Months |
| 3rd row | 22 Years and 4 Months |
| 4th row | 22 Years and 5 Months |
| 5th row | 22 Years and 6 Months |
| Value | Count | Frequency (%) |
| years | 90962 | |
| and | 90962 | |
| months | 90962 | |
| 11 | 10747 | 2.4% |
| 8 | 10714 | 2.4% |
| 9 | 10685 | 2.3% |
| 10 | 10643 | 2.3% |
| 5 | 10004 | 2.2% |
| 6 | 9882 | 2.2% |
| 7 | 9312 | 2.0% |
| Other values (27) | 109937 |
Most occurring characters
| Value | Count | Frequency (%) |
| 363848 | ||
| a | 181924 | |
| s | 181924 | |
| n | 181924 | |
| o | 90962 | 4.8% |
| t | 90962 | 4.8% |
| Y | 90962 | 4.8% |
| e | 90962 | 4.8% |
| r | 90962 | 4.8% |
| d | 90962 | 4.8% |
| Other values (12) | 453601 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1091544 | |
| Space Separator | 363848 | 19.1% |
| Decimal Number | 271677 | 14.2% |
| Uppercase Letter | 181924 | 9.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 76351 | |
| 2 | 44996 | |
| 3 | 25460 | 9.4% |
| 0 | 24359 | 9.0% |
| 9 | 18280 | 6.7% |
| 8 | 18228 | 6.7% |
| 6 | 17135 | 6.3% |
| 7 | 16652 | 6.1% |
| 5 | 16380 | 6.0% |
| 4 | 13836 | 5.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 181924 | |
| s | 181924 | |
| n | 181924 | |
| o | 90962 | |
| t | 90962 | |
| e | 90962 | |
| r | 90962 | |
| d | 90962 | |
| h | 90962 |
Uppercase Letter
| Value | Count | Frequency (%) |
| Y | 90962 | |
| M | 90962 |
Space Separator
| Value | Count | Frequency (%) |
| 363848 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1273468 | |
| Common | 635525 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 363848 | ||
| 1 | 76351 | 12.0% |
| 2 | 44996 | 7.1% |
| 3 | 25460 | 4.0% |
| 0 | 24359 | 3.8% |
| 9 | 18280 | 2.9% |
| 8 | 18228 | 2.9% |
| 6 | 17135 | 2.7% |
| 7 | 16652 | 2.6% |
| 5 | 16380 | 2.6% |
Latin
| Value | Count | Frequency (%) |
| a | 181924 | |
| s | 181924 | |
| n | 181924 | |
| o | 90962 | |
| t | 90962 | |
| Y | 90962 | |
| e | 90962 | |
| r | 90962 | |
| d | 90962 | |
| M | 90962 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1908993 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 363848 | ||
| a | 181924 | |
| s | 181924 | |
| n | 181924 | |
| o | 90962 | 4.8% |
| t | 90962 | 4.8% |
| Y | 90962 | 4.8% |
| e | 90962 | 4.8% |
| r | 90962 | 4.8% |
| d | 90962 | 4.8% |
| Other values (12) | 453601 |
Payment_of_Min_Amount
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.4 MiB |
| Yes | |
|---|---|
| No | |
| NM |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.5232771 |
| Min length | 2 |
Characters and Unicode
| Total characters | 252305 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| Yes | 52323 | |
| No | 35663 | |
| NM | 12005 | 12.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 52323 | |
| no | 35663 | |
| nm | 12005 | 12.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 52323 | |
| e | 52323 | |
| s | 52323 | |
| N | 47668 | |
| o | 35663 | |
| M | 12005 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 140309 | |
| Uppercase Letter | 111996 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| Y | 52323 | |
| N | 47668 | |
| M | 12005 | 10.7% |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 52323 | |
| s | 52323 | |
| o | 35663 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 252305 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| Y | 52323 | |
| e | 52323 | |
| s | 52323 | |
| N | 47668 | |
| o | 35663 | |
| M | 12005 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 252305 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Y | 52323 | |
| e | 52323 | |
| s | 52323 | |
| N | 47668 | |
| o | 35663 | |
| M | 12005 | 4.8% |
TotalEMIpermonth
Real number (ℝ)
ZEROS 
| Distinct | 14949 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1403.0978 |
| Minimum | 0 |
|---|---|
| Maximum | 82331 |
| Zeros | 10613 |
| Zeros (%) | 10.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 30.30666 |
| median | 69.252263 |
| Q3 | 161.22425 |
| 95-th percentile | 437.01275 |
| Maximum | 82331 |
| Range | 82331 |
| Interquartile range (IQR) | 130.91759 |
Descriptive statistics
| Standard deviation | 8306.3145 |
|---|---|
| Coefficient of variation (CV) | 5.9199825 |
| Kurtosis | 52.218035 |
| Mean | 1403.0978 |
| Median Absolute Deviation (MAD) | 49.923291 |
| Skewness | 7.1024374 |
| Sum | 1.4029715 × 108 |
| Variance | 68994860 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 10613 | 10.6% |
| 49.57494921 | 8 | < 0.1% |
| 66.78293289 | 8 | < 0.1% |
| 112.393902 | 8 | < 0.1% |
| 39.17656388 | 8 | < 0.1% |
| 22.96083536 | 8 | < 0.1% |
| 38.66112651 | 8 | < 0.1% |
| 188.2716836 | 8 | < 0.1% |
| 41.90237944 | 8 | < 0.1% |
| 60.81724743 | 8 | < 0.1% |
| Other values (14939) | 89306 |
| Value | Count | Frequency (%) |
| 0 | 10613 | |
| 4.462837467 | 8 | < 0.1% |
| 4.713183572 | 8 | < 0.1% |
| 4.865689677 | 8 | < 0.1% |
| 4.916138542 | 8 | < 0.1% |
| 5.138484696 | 8 | < 0.1% |
| 5.218466359 | 8 | < 0.1% |
| 5.24927327 | 7 | < 0.1% |
| 5.262291048 | 8 | < 0.1% |
| 5.351086151 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 82331 | 1 | |
| 82256 | 1 | |
| 82236 | 1 | |
| 82204 | 1 | |
| 82193 | 1 | |
| 82178 | 1 | |
| 82163 | 1 | |
| 82122 | 1 | |
| 82115 | 1 | |
| 82103 | 1 |
Amountinvestedmonthly
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 91041 |
|---|---|
| Distinct (%) | 95.3% |
| Missing | 4478 |
| Missing (%) | 4.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 637.44579 |
| Minimum | 0 |
|---|---|
| Maximum | 10000 |
| Zeros | 169 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 31.892809 |
| Q1 | 74.532858 |
| median | 135.92153 |
| Q3 | 265.73173 |
| 95-th percentile | 1149.5436 |
| Maximum | 10000 |
| Range | 10000 |
| Interquartile range (IQR) | 191.19888 |
Descriptive statistics
| Standard deviation | 2043.4013 |
|---|---|
| Coefficient of variation (CV) | 3.205608 |
| Kurtosis | 16.869362 |
| Mean | 637.44579 |
| Median Absolute Deviation (MAD) | 75.534776 |
| Skewness | 4.3222789 |
| Sum | 60884360 |
| Variance | 4175489 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 4305 | 4.3% |
| 0 | 169 | 0.2% |
| 36.66235139 | 1 | < 0.1% |
| 89.73848936 | 1 | < 0.1% |
| 59.9372585 | 1 | < 0.1% |
| 165.1806595 | 1 | < 0.1% |
| 62.0308026 | 1 | < 0.1% |
| 215.5770592 | 1 | < 0.1% |
| 44.61135853 | 1 | < 0.1% |
| 195.5938317 | 1 | < 0.1% |
| Other values (91031) | 91031 | |
| (Missing) | 4478 | 4.5% |
| Value | Count | Frequency (%) |
| 0 | 169 | |
| 10.01019426 | 1 | < 0.1% |
| 10.0114248 | 1 | < 0.1% |
| 10.03659961 | 1 | < 0.1% |
| 10.05376835 | 1 | < 0.1% |
| 10.06823459 | 1 | < 0.1% |
| 10.07193677 | 1 | < 0.1% |
| 10.1075469 | 1 | < 0.1% |
| 10.11661404 | 1 | < 0.1% |
| 10.1225566 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10000 | 4305 | |
| 1977.326102 | 1 | < 0.1% |
| 1961.21885 | 1 | < 0.1% |
| 1944.520747 | 1 | < 0.1% |
| 1941.237454 | 1 | < 0.1% |
| 1903.080048 | 1 | < 0.1% |
| 1901.791695 | 1 | < 0.1% |
| 1890.855773 | 1 | < 0.1% |
| 1887.535211 | 1 | < 0.1% |
| 1885.645318 | 1 | < 0.1% |
Payment_Behaviour
Categorical
MISSING 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 7600 |
| Missing (%) | 7.6% |
| Memory size | 8.7 MiB |
| Low_spent_Small_value_payments | |
|---|---|
| High_spent_Medium_value_payments | |
| Low_spent_Medium_value_payments | |
| High_spent_Large_value_payments | |
| High_spent_Small_value_payments |
Length
| Max length | 32 |
|---|---|
| Median length | 31 |
| Mean length | 30.800922 |
| Min length | 30 |
Characters and Unicode
| Total characters | 2845728 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High_spent_Small_value_payments |
|---|---|
| 2nd row | Low_spent_Large_value_payments |
| 3rd row | Low_spent_Medium_value_payments |
| 4th row | Low_spent_Small_value_payments |
| 5th row | High_spent_Medium_value_payments |
Common Values
| Value | Count | Frequency (%) |
| Low_spent_Small_value_payments | 25509 | |
| High_spent_Medium_value_payments | 17540 | |
| Low_spent_Medium_value_payments | 13859 | |
| High_spent_Large_value_payments | 13720 | |
| High_spent_Small_value_payments | 11339 | |
| Low_spent_Large_value_payments | 10424 | |
| (Missing) | 7600 | 7.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| low_spent_small_value_payments | 25509 | |
| high_spent_medium_value_payments | 17540 | |
| low_spent_medium_value_payments | 13859 | |
| high_spent_large_value_payments | 13720 | |
| high_spent_small_value_payments | 11339 | |
| low_spent_large_value_payments | 10424 |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 369564 | |
| e | 332716 | |
| a | 245774 | 8.6% |
| s | 184782 | 6.5% |
| p | 184782 | 6.5% |
| n | 184782 | 6.5% |
| t | 184782 | 6.5% |
| l | 166087 | 5.8% |
| m | 160638 | 5.6% |
| u | 123790 | 4.4% |
| Other values (13) | 708031 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2291382 | |
| Connector Punctuation | 369564 | 13.0% |
| Uppercase Letter | 184782 | 6.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 332716 | |
| a | 245774 | |
| s | 184782 | |
| p | 184782 | |
| n | 184782 | |
| t | 184782 | |
| l | 166087 | 7.2% |
| m | 160638 | 7.0% |
| u | 123790 | 5.4% |
| v | 92391 | 4.0% |
| Other values (8) | 430858 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 73936 | |
| H | 42599 | |
| S | 36848 | |
| M | 31399 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 369564 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2476164 | |
| Common | 369564 | 13.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 332716 | |
| a | 245774 | 9.9% |
| s | 184782 | 7.5% |
| p | 184782 | 7.5% |
| n | 184782 | 7.5% |
| t | 184782 | 7.5% |
| l | 166087 | 6.7% |
| m | 160638 | 6.5% |
| u | 123790 | 5.0% |
| v | 92391 | 3.7% |
| Other values (12) | 615640 |
Common
| Value | Count | Frequency (%) |
| _ | 369564 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2845728 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| _ | 369564 | |
| e | 332716 | |
| a | 245774 | 8.6% |
| s | 184782 | 6.5% |
| p | 184782 | 6.5% |
| n | 184782 | 6.5% |
| t | 184782 | 6.5% |
| l | 166087 | 5.8% |
| m | 160638 | 5.6% |
| u | 123790 | 4.4% |
| Other values (13) | 708031 |
MonthlyBalance
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 98789 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 1200 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 402.55126 |
| Minimum | 0.007759665 |
|---|---|
| Maximum | 1602.0405 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0.007759665 |
|---|---|
| 5-th percentile | 174.74024 |
| Q1 | 270.10663 |
| median | 336.73122 |
| Q3 | 470.26294 |
| 95-th percentile | 862.59906 |
| Maximum | 1602.0405 |
| Range | 1602.0328 |
| Interquartile range (IQR) | 200.15631 |
Descriptive statistics
| Standard deviation | 213.9255 |
|---|---|
| Coefficient of variation (CV) | 0.53142425 |
| Kurtosis | 2.955223 |
| Mean | 402.55126 |
| Median Absolute Deviation (MAD) | 84.552253 |
| Skewness | 1.5965364 |
| Sum | 39768441 |
| Variance | 45764.119 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 350.0148691 | 2 | < 0.1% |
| 695.0571561 | 2 | < 0.1% |
| 312.4940887 | 1 | < 0.1% |
| 347.41389 | 1 | < 0.1% |
| 254.9709216 | 1 | < 0.1% |
| 250.0931678 | 1 | < 0.1% |
| 289.7550753 | 1 | < 0.1% |
| 260.6258317 | 1 | < 0.1% |
| 606.8303891 | 1 | < 0.1% |
| 111.9905206 | 1 | < 0.1% |
| Other values (98779) | 98779 | |
| (Missing) | 1200 | 1.2% |
| Value | Count | Frequency (%) |
| 0.007759665 | 1 | |
| 0.088627865 | 1 | |
| 0.095482496 | 1 | |
| 0.131135651 | 1 | |
| 0.366147079 | 1 | |
| 0.382557979 | 1 | |
| 0.419123611 | 1 | |
| 0.453456491 | 1 | |
| 0.503582353 | 1 | |
| 0.599640126 | 1 |
| Value | Count | Frequency (%) |
| 1602.040519 | 1 | |
| 1576.288935 | 1 | |
| 1567.208309 | 1 | |
| 1566.613165 | 1 | |
| 1564.134826 | 1 | |
| 1558.421841 | 1 | |
| 1555.201051 | 1 | |
| 1552.946094 | 1 | |
| 1546.31964 | 1 | |
| 1542.274695 | 1 |
Credit_Score
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| Good | |
|---|---|
| Poor |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 399964 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Good |
|---|---|
| 2nd row | Good |
| 3rd row | Good |
| 4th row | Good |
| 5th row | Good |
Common Values
| Value | Count | Frequency (%) |
| Good | 70994 | |
| Poor | 28997 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| good | 70994 | |
| poor | 28997 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 199982 | |
| G | 70994 | 17.8% |
| d | 70994 | 17.8% |
| P | 28997 | 7.2% |
| r | 28997 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 299973 | |
| Uppercase Letter | 99991 | 25.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 199982 | |
| d | 70994 | 23.7% |
| r | 28997 | 9.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 70994 | |
| P | 28997 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 399964 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 199982 | |
| G | 70994 | 17.8% |
| d | 70994 | 17.8% |
| P | 28997 | 7.2% |
| r | 28997 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 399964 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 199982 | |
| G | 70994 | 17.8% |
| d | 70994 | 17.8% |
| P | 28997 | 7.2% |
| r | 28997 | 7.2% |
| Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | NumofLoan | Delay_from_due_date | NumofDelayedPayment | ChangedCreditLimit | NumCreditInquiries | OutstandingDebt | CreditUtilizationRatio | TotalEMIpermonth | Amountinvestedmonthly | MonthlyBalance | Month | Occupation | CreditMix | Payment_of_Min_Amount | Payment_Behaviour | Credit_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Annual_Income | 1.000 | 0.975 | -0.261 | -0.192 | -0.278 | -0.225 | -0.239 | -0.254 | -0.154 | -0.264 | -0.271 | 0.137 | 0.451 | 0.574 | 0.584 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.010 |
| Monthly_Inhand_Salary | 0.975 | 1.000 | -0.262 | -0.195 | -0.282 | -0.226 | -0.242 | -0.257 | -0.157 | -0.267 | -0.276 | 0.138 | 0.455 | 0.590 | 0.599 | 0.000 | 0.026 | 0.292 | 0.229 | 0.193 | 0.207 |
| Num_Bank_Accounts | -0.261 | -0.262 | 1.000 | 0.399 | 0.554 | 0.408 | 0.557 | 0.565 | 0.289 | 0.492 | 0.486 | -0.064 | 0.112 | -0.162 | -0.302 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 |
| Num_Credit_Card | -0.192 | -0.195 | 0.399 | 1.000 | 0.427 | 0.335 | 0.423 | 0.379 | 0.194 | 0.398 | 0.438 | -0.047 | 0.104 | -0.120 | -0.235 | 0.003 | 0.004 | 0.000 | 0.000 | 0.006 | 0.002 |
| Interest_Rate | -0.278 | -0.282 | 0.554 | 0.427 | 1.000 | 0.467 | 0.549 | 0.546 | 0.329 | 0.581 | 0.587 | -0.068 | 0.146 | -0.176 | -0.333 | 0.006 | 0.001 | 0.005 | 0.004 | 0.000 | 0.002 |
| NumofLoan | -0.225 | -0.226 | 0.408 | 0.335 | 0.467 | 1.000 | 0.416 | 0.414 | 0.286 | 0.493 | 0.511 | -0.085 | 0.497 | -0.142 | -0.440 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 |
| Delay_from_due_date | -0.239 | -0.242 | 0.557 | 0.423 | 0.549 | 0.416 | 1.000 | 0.546 | 0.270 | 0.502 | 0.519 | -0.060 | 0.138 | -0.150 | -0.294 | 0.000 | 0.027 | 0.581 | 0.358 | 0.043 | 0.384 |
| NumofDelayedPayment | -0.254 | -0.257 | 0.565 | 0.379 | 0.546 | 0.414 | 0.546 | 1.000 | 0.283 | 0.480 | 0.476 | -0.065 | 0.126 | -0.161 | -0.304 | 0.004 | 0.003 | 0.003 | 0.000 | 0.007 | 0.000 |
| ChangedCreditLimit | -0.154 | -0.157 | 0.289 | 0.194 | 0.329 | 0.286 | 0.270 | 0.283 | 1.000 | 0.355 | 0.316 | -0.042 | 0.104 | -0.100 | -0.193 | 0.000 | 0.022 | 0.441 | 0.347 | 0.027 | 0.075 |
| NumCreditInquiries | -0.264 | -0.267 | 0.492 | 0.398 | 0.581 | 0.493 | 0.502 | 0.480 | 0.355 | 1.000 | 0.578 | -0.069 | 0.178 | -0.162 | -0.334 | 0.001 | 0.000 | 0.003 | 0.005 | 0.000 | 0.005 |
| OutstandingDebt | -0.271 | -0.276 | 0.486 | 0.438 | 0.587 | 0.511 | 0.519 | 0.476 | 0.316 | 0.578 | 1.000 | -0.066 | 0.169 | -0.168 | -0.348 | 0.000 | 0.031 | 0.589 | 0.379 | 0.055 | 0.505 |
| CreditUtilizationRatio | 0.137 | 0.138 | -0.064 | -0.047 | -0.068 | -0.085 | -0.060 | -0.065 | -0.042 | -0.069 | -0.066 | 1.000 | 0.008 | 0.019 | 0.193 | 0.000 | 0.002 | 0.091 | 0.075 | 0.086 | 0.052 |
| TotalEMIpermonth | 0.451 | 0.455 | 0.112 | 0.104 | 0.146 | 0.497 | 0.138 | 0.126 | 0.104 | 0.178 | 0.169 | 0.008 | 1.000 | 0.270 | 0.013 | 0.004 | 0.000 | 0.006 | 0.001 | 0.004 | 0.002 |
| Amountinvestedmonthly | 0.574 | 0.590 | -0.162 | -0.120 | -0.176 | -0.142 | -0.150 | -0.161 | -0.100 | -0.162 | -0.168 | 0.019 | 0.270 | 1.000 | -0.020 | 0.000 | 0.000 | 0.068 | 0.056 | 0.071 | 0.048 |
| MonthlyBalance | 0.584 | 0.599 | -0.302 | -0.235 | -0.333 | -0.440 | -0.294 | -0.304 | -0.193 | -0.334 | -0.348 | 0.193 | 0.013 | -0.020 | 1.000 | 0.000 | 0.012 | 0.293 | 0.232 | 0.277 | 0.196 |
| Month | 0.000 | 0.000 | 0.005 | 0.003 | 0.006 | 0.005 | 0.000 | 0.004 | 0.000 | 0.001 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 |
| Occupation | 0.000 | 0.026 | 0.000 | 0.004 | 0.001 | 0.000 | 0.027 | 0.003 | 0.022 | 0.000 | 0.031 | 0.002 | 0.000 | 0.000 | 0.012 | 0.000 | 1.000 | 0.032 | 0.017 | 0.004 | 0.028 |
| CreditMix | 0.000 | 0.292 | 0.000 | 0.000 | 0.005 | 0.000 | 0.581 | 0.003 | 0.441 | 0.003 | 0.589 | 0.091 | 0.006 | 0.068 | 0.293 | 0.000 | 0.032 | 1.000 | 0.544 | 0.086 | 0.387 |
| Payment_of_Min_Amount | 0.003 | 0.229 | 0.000 | 0.000 | 0.004 | 0.000 | 0.358 | 0.000 | 0.347 | 0.005 | 0.379 | 0.075 | 0.001 | 0.056 | 0.232 | 0.000 | 0.017 | 0.544 | 1.000 | 0.072 | 0.266 |
| Payment_Behaviour | 0.000 | 0.193 | 0.000 | 0.006 | 0.000 | 0.000 | 0.043 | 0.007 | 0.027 | 0.000 | 0.055 | 0.086 | 0.004 | 0.071 | 0.277 | 0.000 | 0.004 | 0.086 | 0.072 | 1.000 | 0.107 |
| Credit_Score | 0.010 | 0.207 | 0.008 | 0.002 | 0.002 | 0.007 | 0.384 | 0.000 | 0.075 | 0.005 | 0.505 | 0.052 | 0.002 | 0.048 | 0.196 | 0.008 | 0.028 | 0.387 | 0.266 | 0.107 | 1.000 |
| ID | Customer_ID | Month | Name | Age | SSN | Occupation | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | NumofLoan | Type_of_Loan | Delay_from_due_date | NumofDelayedPayment | ChangedCreditLimit | NumCreditInquiries | CreditMix | OutstandingDebt | CreditUtilizationRatio | Credit_History_Age | Payment_of_Min_Amount | TotalEMIpermonth | Amountinvestedmonthly | Payment_Behaviour | MonthlyBalance | Credit_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0x1602 | CUS_0xd40 | January | Aaron Maashoh | 23 | 821-00-0265 | Scientist | 19114.12 | 1824.843333 | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 3 | 7.0 | 11.27 | 4.0 | NaN | 809.98 | 26.822620 | 22 Years and 1 Months | No | 49.574949 | 80.415295 | High_spent_Small_value_payments | 312.494089 | Good |
| 1 | 0x1603 | CUS_0xd40 | February | Aaron Maashoh | 23 | 821-00-0265 | Scientist | 19114.12 | NaN | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | -1 | NaN | 11.27 | 4.0 | Good | 809.98 | 31.944960 | NaN | No | 49.574949 | 118.280222 | Low_spent_Large_value_payments | 284.629163 | Good |
| 2 | 0x1604 | CUS_0xd40 | March | Aaron Maashoh | -500 | 821-00-0265 | Scientist | 19114.12 | NaN | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 3 | 7.0 | NaN | 4.0 | Good | 809.98 | 28.609352 | 22 Years and 3 Months | No | 49.574949 | 81.699521 | Low_spent_Medium_value_payments | 331.209863 | Good |
| 3 | 0x1605 | CUS_0xd40 | April | Aaron Maashoh | 23 | 821-00-0265 | Scientist | 19114.12 | NaN | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 5 | 4.0 | 6.27 | 4.0 | Good | 809.98 | 31.377862 | 22 Years and 4 Months | No | 49.574949 | 199.458074 | Low_spent_Small_value_payments | 223.451310 | Good |
| 4 | 0x1606 | CUS_0xd40 | May | Aaron Maashoh | 23 | 821-00-0265 | Scientist | 19114.12 | 1824.843333 | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 6 | NaN | 11.27 | 4.0 | Good | 809.98 | 24.797347 | 22 Years and 5 Months | No | 49.574949 | 41.420153 | High_spent_Medium_value_payments | 341.489231 | Good |
| 5 | 0x1607 | CUS_0xd40 | June | Aaron Maashoh | 23 | 821-00-0265 | Scientist | 19114.12 | NaN | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 8 | 4.0 | 9.27 | 4.0 | Good | 809.98 | 27.262259 | 22 Years and 6 Months | No | 49.574949 | 62.430172 | NaN | 340.479212 | Good |
| 6 | 0x1608 | CUS_0xd40 | July | Aaron Maashoh | 23 | 821-00-0265 | Scientist | 19114.12 | 1824.843333 | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 3 | 8.0 | 11.27 | 4.0 | Good | 809.98 | 22.537593 | 22 Years and 7 Months | No | 49.574949 | 178.344067 | Low_spent_Small_value_payments | 244.565317 | Good |
| 7 | 0x1609 | CUS_0xd40 | August | NaN | 23 | NaN | Scientist | 19114.12 | 1824.843333 | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 3 | 6.0 | 11.27 | 4.0 | Good | 809.98 | 23.933795 | NaN | No | 49.574949 | 24.785217 | High_spent_Medium_value_payments | 358.124168 | Good |
| 8 | 0x160e | CUS_0x21b1 | January | Rick Rothackerj | 28 | 004-07-5839 | NaN | 34847.84 | 3037.986667 | 2 | 4 | 6 | 1 | Credit-Builder Loan | 3 | 4.0 | 5.42 | 2.0 | Good | 605.03 | 24.464031 | 26 Years and 7 Months | No | 18.816215 | 104.291825 | Low_spent_Small_value_payments | 470.690627 | Good |
| 9 | 0x160f | CUS_0x21b1 | February | Rick Rothackerj | 28 | 004-07-5839 | Teacher | 34847.84 | 3037.986667 | 2 | 4 | 6 | 1 | Credit-Builder Loan | 7 | 1.0 | 7.42 | 2.0 | Good | 605.03 | 38.550848 | 26 Years and 8 Months | No | 18.816215 | 40.391238 | High_spent_Large_value_payments | 484.591214 | Good |
| ID | Customer_ID | Month | Name | Age | SSN | Occupation | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | NumofLoan | Type_of_Loan | Delay_from_due_date | NumofDelayedPayment | ChangedCreditLimit | NumCreditInquiries | CreditMix | OutstandingDebt | CreditUtilizationRatio | Credit_History_Age | Payment_of_Min_Amount | TotalEMIpermonth | Amountinvestedmonthly | Payment_Behaviour | MonthlyBalance | Credit_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 99990 | 0x25fe0 | CUS_0x8600 | July | Sarah McBridec | 28 | 031-35-0942 | Architect | 20002.88 | 1929.906667 | 10 | 8 | 29 | 5 | Personal Loan, Auto Loan, Mortgage Loan, Student Loan, and Student Loan | 33 | 26.0 | 18.31 | 9.0 | Bad | 3571.70 | 25.123535 | NaN | Yes | 60.964772 | 173.275503 | Low_spent_Large_value_payments | 228.750392 | Good |
| 99991 | 0x25fe1 | CUS_0x8600 | August | Sarah McBridec | 29 | 031-35-0942 | Architect | 20002.88 | 1929.906667 | 10 | 8 | 29 | 5 | Personal Loan, Auto Loan, Mortgage Loan, Student Loan, and Student Loan | 33 | 25.0 | 18.31 | 9.0 | Bad | 3571.70 | 37.140784 | 6 Years and 3 Months | Yes | 60.964772 | 34.662906 | High_spent_Large_value_payments | 337.362988 | Good |
| 99992 | 0x25fe6 | CUS_0x942c | January | Nicks | 24 | 078-73-5990 | Mechanic | 39628.99 | 3359.415833 | 4 | 6 | 7 | 2 | Auto Loan, and Student Loan | 23 | NaN | 9.50 | 3.0 | NaN | 502.38 | 32.991333 | 31 Years and 3 Months | No | 35.104023 | 401.196481 | Low_spent_Small_value_payments | 189.641080 | Poor |
| 99993 | 0x25fe7 | CUS_0x942c | February | Nicks | 25 | 078-73-5990 | Mechanic | 39628.99 | 3359.415833 | 4 | 6 | 7 | 2 | Auto Loan, and Student Loan | 23 | NaN | 11.50 | 3.0 | Good | 502.38 | 29.135447 | 31 Years and 4 Months | No | 58638.000000 | 180.733095 | Low_spent_Medium_value_payments | 400.104466 | Good |
| 99994 | 0x25fe8 | CUS_0x942c | March | Nicks | 25 | 078-73-5990 | Mechanic | 39628.99 | 3359.415833 | 4 | 6 | 7 | 2 | Auto Loan, and Student Loan | 20 | 6.0 | 9.50 | 3.0 | NaN | 502.38 | 39.323569 | 31 Years and 5 Months | No | 35.104023 | 140.581403 | High_spent_Medium_value_payments | 410.256158 | Poor |
| 99995 | 0x25fe9 | CUS_0x942c | April | Nicks | 25 | 078-73-5990 | Mechanic | 39628.99 | 3359.415833 | 4 | 6 | 7 | 2 | Auto Loan, and Student Loan | 23 | 7.0 | 11.50 | 3.0 | NaN | 502.38 | 34.663572 | 31 Years and 6 Months | No | 35.104023 | 60.971333 | High_spent_Large_value_payments | 479.866228 | Poor |
| 99996 | 0x25fea | CUS_0x942c | May | Nicks | 25 | 078-73-5990 | Mechanic | 39628.99 | 3359.415833 | 4 | 6 | 7 | 2 | Auto Loan, and Student Loan | 18 | 7.0 | 11.50 | 3.0 | NaN | 502.38 | 40.565631 | 31 Years and 7 Months | No | 35.104023 | 54.185950 | High_spent_Medium_value_payments | 496.651610 | Poor |
| 99997 | 0x25feb | CUS_0x942c | June | Nicks | 25 | 078-73-5990 | Mechanic | 39628.99 | 3359.415833 | 4 | 6 | 5729 | 2 | Auto Loan, and Student Loan | 27 | 6.0 | 11.50 | 3.0 | Good | 502.38 | 41.255522 | 31 Years and 8 Months | No | 35.104023 | 24.028477 | High_spent_Large_value_payments | 516.809083 | Poor |
| 99998 | 0x25fec | CUS_0x942c | July | Nicks | 25 | 078-73-5990 | Mechanic | 39628.99 | 3359.415833 | 4 | 6 | 7 | 2 | Auto Loan, and Student Loan | 20 | NaN | 11.50 | 3.0 | Good | 502.38 | 33.638208 | 31 Years and 9 Months | No | 35.104023 | 251.672582 | Low_spent_Large_value_payments | 319.164979 | Good |
| 99999 | 0x25fed | CUS_0x942c | August | Nicks | 25 | 078-73-5990 | Mechanic | 39628.99 | 3359.415833 | 4 | 6 | 7 | 2 | Auto Loan, and Student Loan | 18 | 6.0 | 11.50 | 3.0 | Good | 502.38 | 34.192463 | 31 Years and 10 Months | No | 35.104023 | 167.163865 | NaN | 393.673696 | Poor |